Overview

Dataset info

Number of variables28
Number of observations59966
Missing cells101369 (6.0%)
Duplicate rows0 (0.0%)
Total size in memory68.1 MiB
Average record size in memory1.2 KiB

Variables types

NUM14
CAT12
BOOL2

Reproduction info

Date of analysis2020-01-19 11:16:20.656579
Versionpandas-profiling v2.4.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download Configurationconfig.yaml

Warnings

channel has constant value "NCqL3QBx0pscDnx3ixKwXg==" Rejected
credit_limit has 18779 (31.3%) missing values Missing
credit_limit has 7053 (11.8%) zeros Zeros
facebook_profile has 5971 (10.0%) missing values Missing
gender has 2996 (5.0%) missing values Missing
ids has a high cardinality: 59966 distinct values Warning
job_name has 3791 (6.3%) missing values Missing
job_name has a high cardinality: 42264 distinct values Warning
n_bankruptcies has 55240 (92.1%) zeros Zeros
n_defaulted_loans is highly skewed (γ1 = 21.8332512) Skewed
n_defaulted_loans has 59706 (99.6%) zeros Zeros
n_issues has 15580 (26.0%) missing values Missing
ok_since has 35089 (58.5%) missing values Missing
reason has a high cardinality: 19497 distinct values Warning
sign has 18938 (31.6%) missing values Missing
zip has a high cardinality: 830 distinct values Warning
n_issues is highly correlated with n_accountsHigh Correlation
n_accounts is highly correlated with n_issuesHigh Correlation

Variables

amount_borrowed
Real number (ℝ≥0)

Distinct count50484
Unique (%)84.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13411.80547
Minimum527.07
Maximum35059.6
Zeros0
Zeros (%)0.0%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum527.07
5-th percentile3027.51
Q17225.9875
median12012.4
Q318036.645
95-th percentile30013.1625
Maximum35059.6
Range34532.53
Interquartile range (IQR)10810.6575

Descriptive statistics

Standard deviation7957.402823
Coefficient of variation (CV)0.5933133195
Kurtosis0.1314408383
Mean13411.80547
Median Absolute Deviation (MAD)6444.6965
Skewness0.8205315191
Sum804252326.7
Variance63320259.68
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 527.07 1005.55 1009.875 1031.935 1041.045 ... 35026.155 35031.72 35038.37 35045.305 35059.6 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10022.65 8 < 0.1%
 
10025.46 7 < 0.1%
 
10019.32 7 < 0.1%
 
12017.97 7 < 0.1%
 
10021.31 7 < 0.1%
 
12020.66 7 < 0.1%
 
10017.99 7 < 0.1%
 
10031.05 7 < 0.1%
 
15020.76 7 < 0.1%
 
10019.67 7 < 0.1%
 
Other values (50474) 59895 99.9%
 
ValueCountFrequency (%) 
527.07 1 < 0.1%
 
538.04 1 < 0.1%
 
730.05 1 < 0.1%
 
747.13 1 < 0.1%
 
1005.18 1 < 0.1%
 
ValueCountFrequency (%) 
35059.6 1 < 0.1%
 
35058.2 1 < 0.1%
 
35055.66 1 < 0.1%
 
35052.95 1 < 0.1%
 
35052.05 1 < 0.1%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size468.6 KiB
36
48286
60
11680
ValueCountFrequency (%) 
36 48286 80.5%
 
60 11680 19.5%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length4
Mean length4
Min length4
Scatter

channel
Categorical

CONST
Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size468.6 KiB
NCqL3QBx0pscDnx3ixKwXg==
59966
ValueCountFrequency (%) 
NCqL3QBx0pscDnx3ixKwXg== 59966 100.0%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length24
Mean length24
Min length24
Scatter

credit_limit
Real number (ℝ≥0)

MISSING
ZEROS
Distinct count26239
Unique (%)43.8%
Missing18779
Missing (%)31.3%
Infinite0
Infinite (%)0.0%
Mean34093.006
Minimum0.0
Maximum613117.0
Zeros7053
Zeros (%)11.8%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q19907
median25338
Q346759.5
95-th percentile99868.9
Maximum613117
Range613117
Interquartile range (IQR)36852.5

Descriptive statistics

Standard deviation36783.48051
Coefficient of variation (CV)1.078915732
Kurtosis14.99384145
Mean34093.006
Median Absolute Deviation (MAD)25319.14283
Skewness2.782406448
Sum1404188638
Variance1353024438
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 7053 11.8%
 
10000 189 0.3%
 
15000 114 0.2%
 
5000 108 0.2%
 
20000 96 0.2%
 
25000 96 0.2%
 
12000 75 0.1%
 
6000 69 0.1%
 
8000 65 0.1%
 
4000 58 0.1%
 
Other values (26228) 33264 55.5%
 
(Missing) 18779 31.3%
 
ValueCountFrequency (%) 
0 7053 11.8%
 
200 1 < 0.1%
 
300 1 < 0.1%
 
373 1 < 0.1%
 
426 1 < 0.1%
 
ValueCountFrequency (%) 
613117 1 < 0.1%
 
458228 1 < 0.1%
 
448269 1 < 0.1%
 
434506 1 < 0.1%
 
430063 1 < 0.1%
 

default
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size58.6 KiB
False
50456
True
 
9510
ValueCountFrequency (%) 
False 50456 84.1%
 
True 9510 15.9%
 

df_index
Real number (ℝ≥0)

UNIQUE
Distinct count59966
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean32276.95397
Minimum0
Maximum64591
Zeros1
Zeros (%)< 0.1%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile3223.25
Q116117.25
median32290.5
Q348407.75
95-th percentile61339.75
Maximum64591
Range64591
Interquartile range (IQR)32290.5

Descriptive statistics

Standard deviation18642.23923
Coefficient of variation (CV)0.577571206
Kurtosis-1.199729231
Mean32276.95397
Median Absolute Deviation (MAD)16142.52892
Skewness-1.758915333e-05
Sum1935519822
Variance347533083.6
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 64591.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2047 1 < 0.1%
 
14994 1 < 0.1%
 
23198 1 < 0.1%
 
17053 1 < 0.1%
 
19100 1 < 0.1%
 
29339 1 < 0.1%
 
31386 1 < 0.1%
 
25241 1 < 0.1%
 
27288 1 < 0.1%
 
4759 1 < 0.1%
 
Other values (59956) 59956 > 99.9%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 
ValueCountFrequency (%) 
64591 1 < 0.1%
 
64590 1 < 0.1%
 
64589 1 < 0.1%
 
64588 1 < 0.1%
 
64587 1 < 0.1%
 

facebook_profile
Boolean

MISSING
Distinct count3
Unique (%)< 0.1%
Missing5971
Missing (%)10.0%
Memory size468.6 KiB
False
33997
True
19998
(Missing)
 
5971
ValueCountFrequency (%) 
False 33997 56.7%
 
True 19998 33.3%
 
(Missing) 5971 10.0%
 

gender
Categorical

MISSING
Distinct count3
Unique (%)< 0.1%
Missing2996
Missing (%)5.0%
Memory size468.6 KiB
m
38497
f
18473
ValueCountFrequency (%) 
m 38497 64.2%
 
f 18473 30.8%
 
(Missing) 2996 5.0%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length3
Mean length1.09992329
Min length1
Scatter

ids
Categorical

UNIQUE
HIGH CARDINALITY
Distinct count59966
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size468.6 KiB
61dda166-753b-b488-2baa-4e28be030c0e
 
1
831d34d3-897b-69a5-849f-d63a0cb2e33b
 
1
9aeb4b6f-b99f-30f4-40bb-3e8c2d37e219
 
1
eedea8b2-9ac0-5401-5a01-a40a2e9bc014
 
1
e5e3fdb2-d5f9-7e35-8472-90e9390cf7fe
 
1
Other values (59961)
59961
ValueCountFrequency (%) 
61dda166-753b-b488-2baa-4e28be030c0e 1 < 0.1%
 
831d34d3-897b-69a5-849f-d63a0cb2e33b 1 < 0.1%
 
9aeb4b6f-b99f-30f4-40bb-3e8c2d37e219 1 < 0.1%
 
eedea8b2-9ac0-5401-5a01-a40a2e9bc014 1 < 0.1%
 
e5e3fdb2-d5f9-7e35-8472-90e9390cf7fe 1 < 0.1%
 
80bd2983-226c-14fe-809e-b766b0d20216 1 < 0.1%
 
66bf3e4e-5cf5-8c26-0eb8-53bd21870ca5 1 < 0.1%
 
3893d099-f926-8418-8292-4e4efd4548bc 1 < 0.1%
 
ff261570-6458-e523-b9b9-6ceb82b07d02 1 < 0.1%
 
5a5aa650-7f8a-0834-0117-be7a9c4b7aea 1 < 0.1%
 
Other values (59956) 59956 > 99.9%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length36
Mean length36
Min length36
Scatter

income
Real number (ℝ≥0)

Distinct count54273
Unique (%)90.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean71325.77678
Minimum4821.18
Maximum5000027.83
Zeros0
Zeros (%)0.0%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum4821.18
5-th percentile27011.5
Q144027.8575
median60047.26
Q385039.6125
95-th percentile145017.4725
Maximum5000027.83
Range4995206.65
Interquartile range (IQR)41011.755

Descriptive statistics

Standard deviation51691.42999
Coefficient of variation (CV)0.7247229869
Kurtosis1484.441185
Mean71325.77678
Median Absolute Deviation (MAD)29630.224
Skewness19.90578978
Sum4277121531
Variance2672003935
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[4.82118000e+03 8.01426500e+03 1.00053000e+04 1.00345600e+04 1.20108100e+04 ... 5.00044260e+05 6.00007900e+05 6.00028620e+05 1.00003621e+06 5.00002783e+06], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
60025.51 6 < 0.1%
 
65013.81 5 < 0.1%
 
40024.02 5 < 0.1%
 
70022.24 5 < 0.1%
 
65017.28 5 < 0.1%
 
60029.33 5 < 0.1%
 
60017.7 5 < 0.1%
 
50021.93 5 < 0.1%
 
60015.24 5 < 0.1%
 
60015.9 5 < 0.1%
 
Other values (54263) 59915 99.9%
 
ValueCountFrequency (%) 
4821.18 1 < 0.1%
 
4835.29 1 < 0.1%
 
5022.85 1 < 0.1%
 
6016.79 1 < 0.1%
 
7221.3 1 < 0.1%
 
ValueCountFrequency (%) 
5000027.83 1 < 0.1%
 
2000018.2 1 < 0.1%
 
1900023.7 1 < 0.1%
 
1362027.9 1 < 0.1%
 
1350034.48 1 < 0.1%
 

job_name
Categorical

MISSING
HIGH CARDINALITY
Distinct count42264
Unique (%)70.5%
Missing3791
Missing (%)6.3%
Memory size468.6 KiB
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIVf4E/iI7qK+Lfl5hxoWW2A=
 
220
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIbOy82w5K5LALfp4MHskDUE=
 
155
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIaUIfpgwbYh438CvSsT5QB8=
 
149
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIfeSCTDWhw2hS0GDfQEUVwM=
 
109
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIS7jap0hM5abNdcL6dk7Ifw=
 
108
Other values (42258)
55434
ValueCountFrequency (%) 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIVf4E/iI7qK+Lfl5hxoWW2A= 220 0.4%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIbOy82w5K5LALfp4MHskDUE= 155 0.3%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIaUIfpgwbYh438CvSsT5QB8= 149 0.2%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIfeSCTDWhw2hS0GDfQEUVwM= 109 0.2%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIS7jap0hM5abNdcL6dk7Ifw= 108 0.2%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIa6KOvl8Xp6F2JH3Vt47kH0= 93 0.2%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhfABZk30mT6nuzlBzfA+t9szMup/wCQYfBw/WsldHV9k= 81 0.1%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIb4ADj/ykkhgM886TEQ8yrI= 80 0.1%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIUGp9a+9oBSLvyI5Jdz9fNg= 79 0.1%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIV56G3kjZxQ0yMeb3IU2UKE= 78 0.1%
 
Other values (42253) 55023 91.8%
 
(Missing) 3791 6.3%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length108
Mean length101.3619885
Min length3
Scatter

n_accounts
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count45
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.62457059
Minimum0.0
Maximum49.0
Zeros1
Zeros (%)< 0.1%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile4
Q17
median10
Q313
95-th percentile19
Maximum49
Range49
Interquartile range (IQR)6

Descriptive statistics

Standard deviation4.575357261
Coefficient of variation (CV)0.4306392642
Kurtosis1.666215426
Mean10.62457059
Median Absolute Deviation (MAD)3.567519776
Skewness0.95006355
Sum637113
Variance20.93389407
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 1.5 2.5 3.5 4.5 ... 27.5 28.5 31.5 41.5 49. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
9 5874 9.8%
 
8 5679 9.5%
 
10 5630 9.4%
 
7 5184 8.6%
 
11 5095 8.5%
 
6 4419 7.4%
 
12 4406 7.3%
 
13 3695 6.2%
 
5 3100 5.2%
 
14 2944 4.9%
 
Other values (35) 13940 23.2%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
1 7 < 0.1%
 
2 327 0.5%
 
3 892 1.5%
 
4 1908 3.2%
 
ValueCountFrequency (%) 
49 1 < 0.1%
 
45 1 < 0.1%
 
42 2 < 0.1%
 
41 3 < 0.1%
 
40 3 < 0.1%
 

n_bankruptcies
Real number (ℝ≥0)

ZEROS
Distinct count8
Unique (%)< 0.1%
Missing202
Missing (%)0.3%
Infinite0
Infinite (%)0.0%
Mean0.07770564219
Minimum0.0
Maximum6.0
Zeros55240
Zeros (%)92.1%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2784333689
Coefficient of variation (CV)3.583180849
Kurtosis23.51902104
Mean0.07770564219
Median Absolute Deviation (MAD)0.1436470007
Skewness3.959682745
Sum4644
Variance0.07752514093
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 55240 92.1%
 
1 4437 7.4%
 
2 68 0.1%
 
3 11 < 0.1%
 
4 4 < 0.1%
 
5 2 < 0.1%
 
6 2 < 0.1%
 
(Missing) 202 0.3%
 
ValueCountFrequency (%) 
0 55240 92.1%
 
1 4437 7.4%
 
2 68 0.1%
 
3 11 < 0.1%
 
4 4 < 0.1%
 
ValueCountFrequency (%) 
6 2 < 0.1%
 
5 2 < 0.1%
 
4 4 < 0.1%
 
3 11 < 0.1%
 
2 68 0.1%
 

n_defaulted_loans
Real number (ℝ≥0)

SKEWED
ZEROS
Distinct count6
Unique (%)< 0.1%
Missing18
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean0.004670714619
Minimum0.0
Maximum5.0
Zeros59706
Zeros (%)99.6%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.07905941549
Coefficient of variation (CV)16.92662086
Kurtosis664.8233301
Mean0.004670714619
Median Absolute Deviation (MAD)0.009303719459
Skewness21.8332512
Sum280
Variance0.006250391177
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 59706 99.6%
 
1 211 0.4%
 
2 26 < 0.1%
 
3 4 < 0.1%
 
5 1 < 0.1%
 
(Missing) 18 < 0.1%
 
ValueCountFrequency (%) 
0 59706 99.6%
 
1 211 0.4%
 
2 26 < 0.1%
 
3 4 < 0.1%
 
5 1 < 0.1%
 
ValueCountFrequency (%) 
5 1 < 0.1%
 
3 4 < 0.1%
 
2 26 < 0.1%
 
1 211 0.4%
 
0 59706 99.6%
 

n_issues
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count46
Unique (%)0.1%
Missing15580
Missing (%)26.0%
Infinite0
Infinite (%)0.0%
Mean11.00103636
Minimum0.0
Maximum49.0
Zeros1
Zeros (%)< 0.1%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile5
Q18
median10
Q314
95-th percentile20
Maximum49
Range49
Interquartile range (IQR)6

Descriptive statistics

Standard deviation4.56951601
Coefficient of variation (CV)0.4153714122
Kurtosis1.628866784
Mean11.00103636
Median Absolute Deviation (MAD)3.541787808
Skewness0.9492110039
Sum488292
Variance20.88047656
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9 4390 7.3%
 
10 4305 7.2%
 
8 4199 7.0%
 
11 3913 6.5%
 
7 3594 6.0%
 
12 3477 5.8%
 
6 2931 4.9%
 
13 2876 4.8%
 
14 2336 3.9%
 
15 1972 3.3%
 
Other values (35) 10393 17.3%
 
(Missing) 15580 26.0%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
1 8 < 0.1%
 
2 133 0.2%
 
3 414 0.7%
 
4 1082 1.8%
 
ValueCountFrequency (%) 
49 1 < 0.1%
 
45 1 < 0.1%
 
42 2 < 0.1%
 
41 2 < 0.1%
 
40 3 < 0.1%
 

ok_since
Real number (ℝ≥0)

MISSING
Distinct count104
Unique (%)0.2%
Missing35089
Missing (%)58.5%
Infinite0
Infinite (%)0.0%
Mean35.27676167
Minimum0.0
Maximum141.0
Zeros147
Zeros (%)0.2%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile6
Q117
median32
Q350
95-th percentile75
Maximum141
Range141
Interquartile range (IQR)33

Descriptive statistics

Standard deviation21.63088393
Coefficient of variation (CV)0.613176576
Kurtosis-0.7797298331
Mean35.27676167
Median Absolute Deviation (MAD)18.19311811
Skewness0.4335833848
Sum877580
Variance467.8951397
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
8 494 0.8%
 
17 479 0.8%
 
9 472 0.8%
 
11 466 0.8%
 
12 459 0.8%
 
10 454 0.8%
 
20 450 0.8%
 
16 442 0.7%
 
31 441 0.7%
 
13 440 0.7%
 
Other values (93) 20280 33.8%
 
(Missing) 35089 58.5%
 
ValueCountFrequency (%) 
0 147 0.2%
 
1 98 0.2%
 
2 166 0.3%
 
3 152 0.3%
 
4 207 0.3%
 
ValueCountFrequency (%) 
141 1 < 0.1%
 
135 1 < 0.1%
 
130 1 < 0.1%
 
122 1 < 0.1%
 
115 1 < 0.1%
 

real_state
Categorical

Distinct count5
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size468.6 KiB
N5/CE7lSkAfB04hVFFwllw==
29695
n+xK9CfX0bCn77lClTWviw==
25309
nSpvDsIsslUaX6GE6m6eQA==
 
4897
UX7AdFYgQh+VrVC5eIaU9w==
 
53
+qWF9pJpVGtTFn4vFjb/cg==
 
12
ValueCountFrequency (%) 
N5/CE7lSkAfB04hVFFwllw== 29695 49.5%
 
n+xK9CfX0bCn77lClTWviw== 25309 42.2%
 
nSpvDsIsslUaX6GE6m6eQA== 4897 8.2%
 
UX7AdFYgQh+VrVC5eIaU9w== 53 0.1%
 
+qWF9pJpVGtTFn4vFjb/cg== 12 < 0.1%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length24
Mean length24
Min length24
Scatter

reason
Categorical

HIGH CARDINALITY
Distinct count19497
Unique (%)32.5%
Missing5
Missing (%)< 0.1%
Memory size468.6 KiB
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIXuusuYraWV4rGB3v/7WqHKeKq5W600DOWmwjMTqsrAW
 
5921
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIXuusuYraWV4rGB3v/7WqHIRsMoD5e3RXcnWOgQJkT1p
 
4091
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIW76/BS2rZFHqQxXY+8F9NKu9aZ57vT61+K2XFrHtvT9
 
2046
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiH9ooDQPWyPZgJWyjKkQUjr
 
1355
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIRd8GOItgxlRAUGKcWd5xXCeKq5W600DOWmwjMTqsrAW
 
1182
Other values (19491)
45366
ValueCountFrequency (%) 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIXuusuYraWV4rGB3v/7WqHKeKq5W600DOWmwjMTqsrAW 5921 9.9%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIXuusuYraWV4rGB3v/7WqHIRsMoD5e3RXcnWOgQJkT1p 4091 6.8%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIW76/BS2rZFHqQxXY+8F9NKu9aZ57vT61+K2XFrHtvT9 2046 3.4%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiH9ooDQPWyPZgJWyjKkQUjr 1355 2.3%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIRd8GOItgxlRAUGKcWd5xXCeKq5W600DOWmwjMTqsrAW 1182 2.0%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIeWE6/Di5FBOmihprdjI0zb3rnJkUI6G1sJC0+Ao35Wk 1012 1.7%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiFU8+AuCsj5fSH4KVfE3LF9 642 1.1%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIX8R4ULfEaJr602dAdoJteoyN/OiN8mDt8urzqD0fNe0 609 1.0%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiHaIjUSZXP2epclI8HpCyhx 570 1.0%
 
mLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiGYtUhXGgZjtNQMnUXIWhIhmLVIVxoGY7TUDJ1FyFoSIZi1SFcaBmO01AydRchaEiHzQNMAOpYcndBMmF3lwNP8 522 0.9%
 
Other values (19486) 42011 70.1%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length128
Mean length127.9895774
Min length3
Scatter

risk_rate
Real number (ℝ≥0)

Distinct count81
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2941141647
Minimum0.0
Maximum0.9
Zeros1
Zeros (%)< 0.1%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.14
Q10.22
median0.29
Q30.36
95-th percentile0.47
Maximum0.9
Range0.9
Interquartile range (IQR)0.14

Descriptive statistics

Standard deviation0.1011831529
Coefficient of variation (CV)0.3440267931
Kurtosis0.3164701492
Mean0.2941141647
Median Absolute Deviation (MAD)0.08041545267
Skewness0.4852189132
Sum17636.85
Variance0.01023803042
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.025 0.045 0.065 0.085 ... 0.585 0.635 0.675 0.775 0.9 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.28 2438 4.1%
 
0.27 2401 4.0%
 
0.26 2374 4.0%
 
0.25 2361 3.9%
 
0.29 2340 3.9%
 
0.3 2318 3.9%
 
0.24 2301 3.8%
 
0.31 2248 3.7%
 
0.23 2215 3.7%
 
0.32 2187 3.6%
 
Other values (71) 36783 61.3%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
0.02 2 < 0.1%
 
0.03 10 < 0.1%
 
0.04 20 < 0.1%
 
0.05 32 0.1%
 
ValueCountFrequency (%) 
0.9 1 < 0.1%
 
0.81 1 < 0.1%
 
0.8 1 < 0.1%
 
0.78 2 < 0.1%
 
0.77 2 < 0.1%
 

score_1
Categorical

Distinct count7
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size468.6 KiB
DGCQep2AE5QRkNCshIAlFQ==
20484
1Rk8w4Ucd5yR3KcqZzLdow==
14853
4DLlLW62jReXaqbPaHp1vQ==
10595
8k8UDR4Yx0qasAjkGrUZLw==
8496
e4NYDor1NOw6XKGE60AWFw==
 
3662
Other values (2)
 
1876
ValueCountFrequency (%) 
DGCQep2AE5QRkNCshIAlFQ== 20484 34.2%
 
1Rk8w4Ucd5yR3KcqZzLdow== 14853 24.8%
 
4DLlLW62jReXaqbPaHp1vQ== 10595 17.7%
 
8k8UDR4Yx0qasAjkGrUZLw== 8496 14.2%
 
e4NYDor1NOw6XKGE60AWFw== 3662 6.1%
 
smzX0nxh5QlePvtVf6EAeg== 1535 2.6%
 
fyrlulOiZ+5hoFqLa6UbDQ== 341 0.6%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length24
Mean length24
Min length24
Scatter

score_2
Categorical

Distinct count35
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size468.6 KiB
osCzpM4hJrxugqWWuZmMWw==
 
5058
SaamrHMo23l/3TwXOWgVzw==
 
4620
RO7MTL+j4PH2gNzbhNTq/A==
 
4217
/tdlnWjXoZ3OjdtBXzdOJQ==
 
3603
Fv28Bz0YRTVAT5kl1bAV6g==
 
3315
Other values (30)
39153
ValueCountFrequency (%) 
osCzpM4hJrxugqWWuZmMWw== 5058 8.4%
 
SaamrHMo23l/3TwXOWgVzw== 4620 7.7%
 
RO7MTL+j4PH2gNzbhNTq/A== 4217 7.0%
 
/tdlnWjXoZ3OjdtBXzdOJQ== 3603 6.0%
 
Fv28Bz0YRTVAT5kl1bAV6g== 3315 5.5%
 
7h+tk4z7O9brtBSe1rNjxA== 3274 5.5%
 
rJZgTmANW3PjOCQLCcp4iQ== 3265 5.4%
 
pAzpxkhjPsjWldgSX21+zg== 2947 4.9%
 
IOVu8au3ISbo6+zmfnYwMg== 2899 4.8%
 
tQUTfUyeuGkhRotd+6WjVg== 2724 4.5%
 
Other values (25) 24044 40.1%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length24
Mean length24
Min length24
Scatter

score_3
Real number (ℝ≥0)

Distinct count87
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean346.4351466
Minimum0.0
Maximum990.0
Zeros1
Zeros (%)< 0.1%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile180
Q1270
median340
Q3420
95-th percentile540
Maximum990
Range990
Interquartile range (IQR)150

Descriptive statistics

Standard deviation109.8428219
Coefficient of variation (CV)0.3170660455
Kurtosis0.1281773931
Mean346.4351466
Median Absolute Deviation (MAD)87.73474607
Skewness0.3333274084
Sum20774330
Variance12065.44553
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 55. 75. 95. 105. ... 685. 755. 785. 870. 990.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
330 2222 3.7%
 
350 2201 3.7%
 
320 2174 3.6%
 
310 2162 3.6%
 
300 2129 3.6%
 
340 2097 3.5%
 
360 2050 3.4%
 
370 2046 3.4%
 
290 1965 3.3%
 
380 1961 3.3%
 
Other values (77) 38959 65.0%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
20 3 < 0.1%
 
30 4 < 0.1%
 
40 4 < 0.1%
 
50 6 < 0.1%
 
ValueCountFrequency (%) 
990 1 < 0.1%
 
910 1 < 0.1%
 
880 1 < 0.1%
 
860 2 < 0.1%
 
850 2 < 0.1%
 

score_4
Real number (ℝ≥0)

UNIQUE
Distinct count59966
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean99.99986974
Minimum86.19157230440003
Maximum113.97823424399999
Zeros0
Zeros (%)0.0%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum86.1915723
5-th percentile94.7604137
Q197.85647123
median100.0084971
Q3102.1347853
95-th percentile105.1975286
Maximum113.9782342
Range27.78666194
Interquartile range (IQR)4.278314103

Descriptive statistics

Standard deviation3.174459014
Coefficient of variation (CV)0.03174463149
Kurtosis0.01271560188
Mean99.99986974
Median Absolute Deviation (MAD)2.529990611
Skewness-0.01595062759
Sum5996592.189
Variance10.07719003
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 86.1915723 88.86123817 90.22707334 91.03343047 91.7217515 ... 108.08538439 108.89571404 109.89748097 111.15690295 113.97823424], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
102.8509952 1 < 0.1%
 
94.85720496 1 < 0.1%
 
95.77813818 1 < 0.1%
 
97.43699317 1 < 0.1%
 
100.001746 1 < 0.1%
 
102.0188839 1 < 0.1%
 
100.1678639 1 < 0.1%
 
104.4520275 1 < 0.1%
 
102.6534341 1 < 0.1%
 
97.37925319 1 < 0.1%
 
Other values (59956) 59956 > 99.9%
 
ValueCountFrequency (%) 
86.1915723 1 < 0.1%
 
87.11975851 1 < 0.1%
 
87.35053734 1 < 0.1%
 
87.71534568 1 < 0.1%
 
87.79350969 1 < 0.1%
 
ValueCountFrequency (%) 
113.9782342 1 < 0.1%
 
113.0681222 1 < 0.1%
 
112.8900402 1 < 0.1%
 
112.6525581 1 < 0.1%
 
112.1144541 1 < 0.1%
 

score_5
Real number (ℝ≥0)

UNIQUE
Distinct count59966
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.498720986
Minimum3.54358167326e-05
Maximum0.99997337031
Zeros0
Zeros (%)0.0%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum3.543581673e-05
5-th percentile0.04899825371
Q10.2500130625
median0.4977546984
Q30.7484611481
95-th percentile0.9507183274
Maximum0.9999733703
Range0.9999379345
Interquartile range (IQR)0.4984480856

Descriptive statistics

Standard deviation0.2886533698
Coefficient of variation (CV)0.5787872937
Kurtosis-1.197337
Mean0.498720986
Median Absolute Deviation (MAD)0.2499074124
Skewness0.007547249774
Sum29906.30265
Variance0.0833207679
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[3.54358167e-05 9.99973370e-01], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.4863317271 1 < 0.1%
 
0.8385585314 1 < 0.1%
 
0.5736496231 1 < 0.1%
 
0.4005185555 1 < 0.1%
 
0.353682199 1 < 0.1%
 
0.1628442147 1 < 0.1%
 
0.2802672229 1 < 0.1%
 
0.6173809146 1 < 0.1%
 
0.8868764104 1 < 0.1%
 
0.3254394177 1 < 0.1%
 
Other values (59956) 59956 > 99.9%
 
ValueCountFrequency (%) 
3.543581673e-05 1 < 0.1%
 
6.39623639e-05 1 < 0.1%
 
0.000100866821 1 < 0.1%
 
0.0001011771426 1 < 0.1%
 
0.0001121880733 1 < 0.1%
 
ValueCountFrequency (%) 
0.9999733703 1 < 0.1%
 
0.9999545101 1 < 0.1%
 
0.9999508821 1 < 0.1%
 
0.9999372057 1 < 0.1%
 
0.9999137593 1 < 0.1%
 

score_6
Real number (ℝ≥0)

UNIQUE
Distinct count59966
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean99.94317546
Minimum60.663039245600004
Maximum142.43006888899998
Zeros0
Zeros (%)0.0%
Memory size468.6 KiB
Mini histogram

Quantile statistics

Minimum60.66303925
5-th percentile83.38915072
Q193.21336804
median99.979923
Q3106.6915233
95-th percentile116.4924764
Maximum142.4300689
Range81.76702964
Interquartile range (IQR)13.47815528

Descriptive statistics

Standard deviation10.03517818
Coefficient of variation (CV)0.1004088386
Kurtosis-0.0004456592544
Mean99.94317546
Median Absolute Deviation (MAD)7.994647911
Skewness-0.01276089752
Sum5993192.459
Variance100.704801
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 60.66303925 66.73602511 70.13098878 73.14842893 76.14137889 ... 124.45892913 127.63616485 130.67866023 135.43110012 142.43006889], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
103.4515035 1 < 0.1%
 
122.1348088 1 < 0.1%
 
101.8991983 1 < 0.1%
 
111.8627117 1 < 0.1%
 
97.29750659 1 < 0.1%
 
93.88952407 1 < 0.1%
 
113.0362389 1 < 0.1%
 
100.488448 1 < 0.1%
 
109.2946877 1 < 0.1%
 
97.50382139 1 < 0.1%
 
Other values (59956) 59956 > 99.9%
 
ValueCountFrequency (%) 
60.66303925 1 < 0.1%
 
61.16744996 1 < 0.1%
 
61.23037259 1 < 0.1%
 
61.55228593 1 < 0.1%
 
61.58597313 1 < 0.1%
 
ValueCountFrequency (%) 
142.4300689 1 < 0.1%
 
142.1924002 1 < 0.1%
 
140.993493 1 < 0.1%
 
137.9082484 1 < 0.1%
 
137.8273804 1 < 0.1%
 

sign
Categorical

MISSING
Distinct count13
Unique (%)< 0.1%
Missing18938
Missing (%)31.6%
Memory size468.6 KiB
libr
5582
virg
5571
cance
5541
leo
3507
gemi
3499
Other values (7)
17328
ValueCountFrequency (%) 
libr 5582 9.3%
 
virg 5571 9.3%
 
cance 5541 9.2%
 
leo 3507 5.8%
 
gemi 3499 5.8%
 
scor 3091 5.2%
 
arie 3045 5.1%
 
pisce 2992 5.0%
 
capr 2958 4.9%
 
aqua 2839 4.7%
 
Other values (2) 2403 4.0%
 
(Missing) 18938 31.6%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length5
Mean length3.768001868
Min length3
Scatter

state
Categorical

Distinct count50
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size468.6 KiB
xsd3ZdsI3356I3xMxZeiqQ==
10212
BB/zpwTH+8GCIVHlhzOU1Q==
 
5331
sjJbkqJS7cXalHLBFA+EOQ==
 
4498
1DpYl6dtzY0qE33poow3iw==
 
4188
x6Gw/1I8t3KPgT6s82Kodg==
 
2404
Other values (45)
33333
ValueCountFrequency (%) 
xsd3ZdsI3356I3xMxZeiqQ== 10212 17.0%
 
BB/zpwTH+8GCIVHlhzOU1Q== 5331 8.9%
 
sjJbkqJS7cXalHLBFA+EOQ== 4498 7.5%
 
1DpYl6dtzY0qE33poow3iw== 4188 7.0%
 
x6Gw/1I8t3KPgT6s82Kodg== 2404 4.0%
 
kfFcVGcsJmH2n3eYprLkeQ== 2321 3.9%
 
JrdZzPZEa/YIIGwh8OdTKA== 2065 3.4%
 
GW2VZ3dN3OGHSjQ6JkfqQw== 1939 3.2%
 
7bX4XFXmYqoMspxup0CrKA== 1879 3.1%
 
82aTqSzrTImY+SbAOBQzGQ== 1856 3.1%
 
Other values (40) 23273 38.8%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length24
Mean length24
Min length24
Scatter

zip
Categorical

HIGH CARDINALITY
Distinct count830
Unique (%)1.4%
Missing0
Missing (%)0.0%
Memory size468.6 KiB
3k2JCQ8Bp5oDwaI39ZJgHA==
 
775
8REhu8TWlarYwZKjbn1BNA==
 
692
iY2cULhh/NFBaiOCRferZQ==
 
660
LqsmduGRTUSbhLbKf30e8A==
 
628
Kihc6OKBTIHsGwCQy2Vruw==
 
626
Other values (825)
56585
ValueCountFrequency (%) 
3k2JCQ8Bp5oDwaI39ZJgHA== 775 1.3%
 
8REhu8TWlarYwZKjbn1BNA== 692 1.2%
 
iY2cULhh/NFBaiOCRferZQ== 660 1.1%
 
LqsmduGRTUSbhLbKf30e8A== 628 1.0%
 
Kihc6OKBTIHsGwCQy2Vruw== 626 1.0%
 
ceNlmpI8ZLlwn9L3DMcBLQ== 615 1.0%
 
IvtRWE7TLKqrAj9T90HrUg== 557 0.9%
 
hKNrx1SIxunqIpoE9PPlow== 554 0.9%
 
Hfh28TzqkRno6rOU/tjy6Q== 553 0.9%
 
Ernn+uVXCMq/6ARrBCcd+A== 498 0.8%
 
Other values (820) 53808 89.7%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length24
Mean length24
Min length24
Scatter

Correlations

Missing values

Sample

First rows

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